{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare simulations\n",
    "### Try with both delta SWE and by using the mass balance components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path1 = \"/scratch/summit/erke2265/a3d_grids.nc\"\n",
    "path2 = \"../output/grids/a3d_grids.nc\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds1 = xr.open_dataset(path1)\n",
    "ds2 = xr.open_dataset(path2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Timesteps used in comparison = 25\n"
     ]
    }
   ],
   "source": [
    "end_ind = len(ds2['time']) - 1\n",
    "print(\"Timesteps used in comparison = \" + str(end_ind + 1))\n",
    "\n",
    "# dswe1 = ds1['swe'].isel(time=end_ind) - ds1['swe'].isel(time=0); dswe1 = dswe1*1000\n",
    "# dswe2 = ds2['swe'].isel(time=end_ind) - ds2['swe'].isel(time=0); dswe2 = dswe2*1000\n",
    "\n",
    "dswe1 = ds1['pr'][0:end_ind+1,:,:].sum(dim='time')/1 + ds1['ET'][0:end_ind+1,:,:].sum(dim='time')/1 + \\\n",
    "    ds1['WINDEROSIONDEPOSITION'][0:end_ind+1,:,:].sum(dim='time')/1 + ds1['MS_SNOWPACK_RUNOFF'][0:end_ind+1,:,:].sum(dim='time')/1\n",
    "dswe2 = ds2['pr'].sum(dim='time')/1 + ds2['ET'].sum(dim='time')/1 + \\\n",
    "    ds2['WINDEROSIONDEPOSITION'].sum(dim='time')/1 + ds2['MS_SNOWPACK_RUNOFF'].sum(dim='time')/1\n",
    "\n",
    "ratio = dswe2 / dswe1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8859179\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dswe1.plot()\n",
    "print(dswe1.mean(dim='easting').mean(dim='northing').values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8851066\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dswe2.plot()\n",
    "print(dswe2.mean(dim='easting').mean(dim='northing').values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9010076\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ratio.plot()\n",
    "print(ratio.mean(dim='easting').mean(dim='northing').values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "alpine3d",
   "language": "python",
   "name": "alpine3d"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
